DL-keras-tensorflow-projects

making some past projects public

2020: Deep Learning course at UofT + Band Music Chord Detector

Currently just generates the same headline, but can be extended to have text as input, headline as output

Audio analysis to extract frequencies and notes
Above as the basis of a custom layer to train a model. Lots of problems integrating to tflite and react native.
Theoretically chord detection can be done via math eg fourier transform. But my application is band music with multiple instruments, improvisations and jazzy overtones. Hence tried to combine mathematical feature extraction and ML, resulting in much headache.

In retrospect this problem should not be solved with a GAN, but a regression model to predict the degree of distortion in 3 dimensions (vertical skew, horizontal skew, rotation) and transform the image representation
Got some pretty cool & crazy architecture photos though

Name		Name	Last commit message	Last commit date
Latest commit History 10 Commits
.DS_Store		.DS_Store
CNN are shoes a pair.ipynb		CNN are shoes a pair.ipynb
Chord Detection feature analysis.ipynb		Chord Detection feature analysis.ipynb
Chord Detection model training.ipynb		Chord Detection model training.ipynb
README.md		README.md
Word prediction.ipynb		Word prediction.ipynb
architectural photography perspective control.png		architectural photography perspective control.png
closest img search (finetune VGG, KNN).ipynb		closest img search (finetune VGG, KNN).ipynb
dog breed classification (VGG16, Resnet, KNN SVM).ipynb		dog breed classification (VGG16, Resnet, KNN SVM).ipynb
dog breed classification - ConvNet.ipynb		dog breed classification - ConvNet.ipynb
human to dog breed classification (VGG16, Resnet, KNN SVM).ipynb		human to dog breed classification (VGG16, Resnet, KNN SVM).ipynb
news headline generator.ipynb		news headline generator.ipynb
toxic comment classification (LSTM).ipynb		toxic comment classification (LSTM).ipynb